Vulnerability Metrics Are an Operations Discipline
Vulnerability density, severity-tiered remediation clocks and hotspot review coverage - running the findings backlog as an operational queue with owners and deadlines, not an annual scare.
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The Maintainability Index and the Debt Ratio
The composite score that hides more than it shows and the percentage that translates code quality into money - where the maintainability index formula came from, why its logarithms flatten real problems, and how the technical debt ratio earns its place as a trend.